Partial differential equations (PDEs) are equations that involve partial derivatives of an unknown function with respect to several independent variables. The formulation of PDEs with the unknown ...

Physics informed neural networks (PINNs), a type of machine learning approach, can be used to find the solution of differential equations by including all of the physics into the loss function and ...